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Methods
862 machine learning components
A free and open resource that the community can edit and
contribute to
General
Regularization
37 methods
8809 papers with code
Attention
36 methods
5016 papers with code
Stochastic Optimization
32 methods
3972 papers with code
Activation Functions
31 methods
12440 papers with code
Normalization
29 methods
5331 papers with code
See all 52 categories
Computer Vision
Convolutional Neural Networks
87 methods
2498 papers with code
Image Model Blocks
72 methods
3090 papers with code
Generative Models
56 methods
3819 papers with code
Object Detection Models
34 methods
861 papers with code
Image Feature Extractors
29 methods
56 papers with code
See all 42 categories
Natural Language Processing
Language Models
39 methods
1407 papers with code
Transformers
31 methods
2831 papers with code
Word Embeddings
10 methods
453 papers with code
Attention Patterns
6 methods
29 papers with code
Synthesized Attention Mechanisms
4 methods
4 papers with code
See all 17 categories
Reinforcement Learning
Policy Gradient Methods
20 methods
382 papers with code
Off-Policy TD Control
14 methods
642 papers with code
Q-Learning Networks
9 methods
221 papers with code
On-Policy TD Control
5 methods
29 papers with code
Eligibility Traces
4 methods
11 papers with code
See all 14 categories
Audio
Generative Audio Models
8 methods
142 papers with code
Audio Model Blocks
8 methods
42 papers with code
Text-to-Speech Models
7 methods
48 papers with code
Speech Synthesis Blocks
1 method
26 papers with code
Audio Artifact Removal
1 method
7 papers with code
See all 6 categories
Sequential
Recurrent Neural Networks
28 methods
3118 papers with code
Sequence To Sequence Models
11 methods
389 papers with code
Temporal Convolutions
6 methods
118 papers with code
Bidirectional Recurrent Neural Networks
3 methods
356 papers with code
Generative Sequence Models
1 method
1 papers with code
See all 6 categories
Graphs
Graph Embeddings
16 methods
1449 papers with code
Graph Models
4 methods
286 papers with code